Algorithm/Dataset | Alignment-based Features | Alignment-free Features | Alignment-based + Alignment-free Features | ||||||
---|---|---|---|---|---|---|---|---|---|
ScerCgla | CglaKlac | KlacKwal | ScerCgla | CglaKlac | KlacKwal | ScerCgla | CglaKlac | KlacKwal | |
Spark Random Forest MLlib 1.6 | |||||||||
NORMAL Learn | 00:00:49 | 00:00:57 | 00:00:57 | 00:01:03 | 00:01:05 | 00:01:07 | 00:00:57 | 00:00:57 | 00:01:00 |
NORMAL Classify | 00:00:19 | 00:00:38 | 00:00:24 | 00:00:31 | 00:00:26 | 00:00:25 | 00:00:34 | 00:00:30 | 00:00:32 |
ROS-100 Learn | 00:01:43 | 00:02:34 | 00:02:29 | 00:01:48 | 00:01:43 | 00:01:47 | 00:01:48 | 00:01:50 | 00:01:48 |
ROS-100 Classify | 00:00:20 | 00:00:19 | 00:00:19 | 00:00:33 | 00:00:28 | 00:00:29 | 00:00:33 | 00:00:31 | 00:00:31 |
ROS-130 Learn | 00:02:09 | 00:02:15 | 00:02:43 | 00:02:03 | 00:01:57 | 00:02:00 | 00:02:06 | 00:02:03 | 00:01:57 |
ROS-130 Classify | 00:00:19 | 00:00:18 | 00:00:18 | 00:00:39 | 00:00:30 | 00:00:34 | 00:00:41 | 00:00:31 | 00:00:34 |
RUS Learn | 00:00:09 | 00:00:09 | 00:00:09 | 00:00:11 | 00:00:11 | 00:00:11 | 00:00:10 | 00:00:10 | 00:00:10 |
RUS Classify | 00:00:14 | 00:00:14 | 00:00:13 | 00:00:39 | 00:00:31 | 00:00:42 | 00:00:41 | 00:00:39 | 00:00:39 |
Spark Decision Trees MLlib 1.6 | |||||||||
NORMAL Learn | 00:00:31 | 00:00:31 | 00:00:35 | 00:00:35 | 00:00:33 | 00:00:35 | 00:00:49 | 00:00:38 | 00:00:40 |
NORMAL Classify | 00:00:13 | 00:00:12 | 00:00:15 | 00:00:23 | 00:00:20 | 00:00:20 | 00:00:25 | 00:00:25 | 00:00:24 |
ROS-100 Learn | 00:00:57 | 00:00:58 | 00:00:56 | 00:00:59 | 00:01:03 | 00:01:01 | 00:01:11 | 00:01:07 | 00:01:07 |
ROS-100 Classify | 00:00:11 | 00:00:15 | 00:00:13 | 00:00:22 | 00:00:20 | 00:00:24 | 00:00:24 | 00:00:23 | 00:00:24 |
ROS-130 Learn | 00:00:57 | 00:00:58 | 00:00:57 | 00:01:14 | 00:01:06 | 00:01:05 | 00:01:15 | 00:01:13 | 00:01:16 |
ROS-130 Classify | 00:00:12 | 00:00:19 | 00:00:11 | 00:00:23 | 00:00:22 | 00:00:22 | 00:00:25 | 00:00:24 | 00:00:23 |
RUS Learn | 00:00:08 | 00:00:08 | 00:00:08 | 00:00:09 | 00:00:09 | 00:00:09 | 00:00:09 | 00:00:09 | 00:00:09 |
RUS Classify | 00:00:12 | 00:00:11 | 00:00:11 | 00:00:33 | 00:00:26 | 00:00:34 | 00:00:36 | 00:00:34 | 00:00:35 |
MapReduce Random Forest Mahout 0.9 | |||||||||
NORMAL Learn | 23:25:10 | 23:25:10 | 23:25:10 | ||||||
NORMAL Classify | 00:14:25 | 00:13:07 | 00:13:04 |